{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_radar:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Radar Plot\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us start generating some data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "visualization/usage_radar.py",
    "section": "load_data"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.53555853 0.66651826 0.41817855 0.50866208 0.76971022]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "np.random.seed(3)\n",
    "\n",
    "ideal_point = np.array([0.15, 0.1, 0.2, 0.1, 0.1])\n",
    "nadir_point = np.array([0.85, 0.9, 0.95, 0.9, 0.85])\n",
    "\n",
    "F = np.random.random((1, 5)) * (nadir_point - ideal_point) + ideal_point\n",
    "print(F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the values should not be normalized, then we can plot the ideal and nadir point.\n",
    "This keeps the absolute values of each objective. The outer shape represents the nadir point, the inner area the ideal point. All points will lie in the area spanned by those two points additionally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code": "visualization/usage_radar.py",
    "section": "radar"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.radar.Radar at 0x7f8f926fa750>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.visualization.radar import Radar\n",
    "\n",
    "plot = Radar(bounds=[ideal_point, nadir_point], normalize_each_objective=False)\n",
    "plot.add(F)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But if the scale of the objective is too different, then normalization is recommended. Then, the ideal point is just the point in the middle, and the nadir point is now symmetric."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code": "visualization/usage_radar.py",
    "section": "radar_norm"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.radar.Radar at 0x7f8f94a87b90>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = Radar(bounds=[ideal_point, nadir_point])\n",
    "plot.add(F)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code": "visualization/usage_radar.py",
    "section": "radar_custom"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.radar.Radar at 0x7f8f954c8250>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 465
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "F = np.random.random((6, 5)) * (nadir_point - ideal_point) + ideal_point\n",
    "\n",
    "plot = Radar(bounds=[ideal_point, nadir_point],\n",
    "             axis_style={\"color\": 'blue'},\n",
    "             point_style={\"color\": 'red', 's': 30})\n",
    "plot.add(F[:3], color=\"red\", alpha=0.8)\n",
    "plot.add(F[3:], color=\"green\", alpha=0.8)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.visualization.radar.Radar\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
